{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from itertools import product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>30.950</td>\n",
       "      <td>20.88</td>\n",
       "      <td>133.90</td>\n",
       "      <td>173.08</td>\n",
       "      <td>113.33</td>\n",
       "      <td>1132.99</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.4411</td>\n",
       "      <td>1120.00</td>\n",
       "      <td>47.71</td>\n",
       "      <td>109.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>30.960</td>\n",
       "      <td>20.87</td>\n",
       "      <td>134.69</td>\n",
       "      <td>176.14</td>\n",
       "      <td>113.63</td>\n",
       "      <td>1136.52</td>\n",
       "      <td>19.35</td>\n",
       "      <td>1.4368</td>\n",
       "      <td>1118.65</td>\n",
       "      <td>48.17</td>\n",
       "      <td>109.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>30.770</td>\n",
       "      <td>20.80</td>\n",
       "      <td>132.25</td>\n",
       "      <td>174.26</td>\n",
       "      <td>113.71</td>\n",
       "      <td>1137.14</td>\n",
       "      <td>19.16</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1138.50</td>\n",
       "      <td>49.34</td>\n",
       "      <td>111.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>30.452</td>\n",
       "      <td>20.60</td>\n",
       "      <td>130.00</td>\n",
       "      <td>177.67</td>\n",
       "      <td>114.19</td>\n",
       "      <td>1141.69</td>\n",
       "      <td>19.06</td>\n",
       "      <td>1.4318</td>\n",
       "      <td>1131.90</td>\n",
       "      <td>49.10</td>\n",
       "      <td>110.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-01        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-04  30.572827  30.950   20.88  133.90  173.08  113.33  1132.99  20.04   \n",
       "2010-01-05  30.625684  30.960   20.87  134.69  176.14  113.63  1136.52  19.35   \n",
       "2010-01-06  30.138541  30.770   20.80  132.25  174.26  113.71  1137.14  19.16   \n",
       "2010-01-07  30.082827  30.452   20.60  130.00  177.67  114.19  1141.69  19.06   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-01  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-04  1.4411  1120.00  47.71  109.80  \n",
       "2010-01-05  1.4368  1118.65  48.17  109.70  \n",
       "2010-01-06  1.4412  1138.50  49.34  111.51  \n",
       "2010-01-07  1.4318  1131.90  49.10  110.82  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data.csv',index_col = 0,parse_dates=True )\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(figsize =(12,10),subplots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据中各个指标含义\n",
    "- APPLO | Apple Stock\n",
    "- MSFIO | Microsoft Stock\n",
    "- INICO | Amazon Stock\n",
    "- GS.N |Goldman Sachs Stock\n",
    "- SPY | SPDR S&P 500 ETF Trust\n",
    "- .SPY |S&p 500 Index\n",
    "- .VIX |　VIX Volatility Index\n",
    "- EUR =EUR/USD exchange rate\n",
    "- XAU = |Gold Price\n",
    "- GDX | vaneck vectors gold miners etf\n",
    "- GLD | spdr fold trust"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 时间序列变化情况计算\n",
    "- 1.增值率\n",
    "- 2.增长率\n",
    "- 3.平均增长率\n",
    "- 4.连续时间增长率\n",
    "- 5.收益率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.pct_change().mean().plot(kind ='bar',color=['g','r','b'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 收益率\n",
    "> 投资1.收益多少"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "#增长绿log化\n",
    "rets=np.log(data / data.shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "##每一天相对于初始日期的收益率\n",
    "pr=np.cumsum(rets).apply(np.exp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pr.plot(figsize=(10,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###投资分析\n",
    "1. 双均线分析策略\n",
    "2. 短期/长期均线分析\n",
    "3. 黄金交叉/死亡交叉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "#1.筛选出APPLE的股票曲线\n",
    "apple = data[['AAPL.O']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "apple['short']=apple['AAPL.O'].rolling(window=50).mean()\n",
    "apple['long']=apple['AAPL.O'].rolling(window=250).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apple[['short','long']].plot(figsize=(12,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "apple['position'] = np.where(apple['short'] > apple['long'],1,-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>short</th>\n",
       "      <th>long</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>30.282827</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  short  long  position\n",
       "Date                                        \n",
       "2010-01-04  30.572827    NaN   NaN        -1\n",
       "2010-01-05  30.625684    NaN   NaN        -1\n",
       "2010-01-06  30.138541    NaN   NaN        -1\n",
       "2010-01-07  30.082827    NaN   NaN        -1\n",
       "2010-01-08  30.282827    NaN   NaN        -1"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apple.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apple[['short','long','position']].plot(figsize=(12,5),secondary_y='position')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 双均线策略\n",
    "1. 执行策略的收益率\n",
    "2. 最佳策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "#收益率\n",
    "apple['rets'] = np.log(apple['AAPL.O'] /apple['AAPL.O'].shift(1))\n",
    "#执行策略的收益率\n",
    "apple['stategy'] = apple['position'].shift(1) *apple['rets']\n",
    "apple.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rets       3.981231\n",
       "stategy    4.412739\n",
       "dtype: float64"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(apple[['rets','stategy']].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义长短期\n",
    "short = range(30,51,2)\n",
    "long = range(188,281,10)\n",
    "results = pd.DataFrame()\n",
    "for SHORT,LONG in product(short,long):\n",
    "    # 计算连续增长\n",
    "    data['Returns'] = np.log(data['AAPL.O'] / data[\"AAPL.O\"].shift(1))\n",
    "    data['SHORT'] = data['AAPL.O'].rolling(SHORT).mean()\n",
    "    data['LONG'] = data['AAPL.O'].rolling(LONG).mean()\n",
    "    # 计算策略值\n",
    "    data['Position'] = np.where(data['SHORT'] > data['LONG'], 1,  -1)\n",
    "    data['Strategy'] = data['Position'].shift(1) * data['Returns']   \n",
    "    # 去除头部的na值  \n",
    "    origional = np.exp(data['Returns'].sum()) \n",
    "    strategy = np.exp(data['Strategy'].sum())\n",
    "    # 得到结果\n",
    "    results = pd.concat([results,pd.DataFrame({'SHORT':SHORT,'SHORT':LONG,'Returns': origional,'Strategy': strategy,'Out': strategy - origional},index=[0])])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   SHORT   Returns  Strategy       Out\n",
      "0    188  4.405243  0.227002 -4.178241\n",
      "0    198  4.405243  0.227002 -4.178241\n",
      "0    208  4.405243  0.227002 -4.178241\n",
      "0    218  4.405243  0.227002 -4.178241\n",
      "0    228  4.405243  0.227002 -4.178241\n",
      "0    238  4.405243  0.227002 -4.178241\n",
      "0    248  4.405243  0.227002 -4.178241\n",
      "0    258  4.405243  0.227002 -4.178241\n",
      "0    268  4.405243  0.227002 -4.178241\n",
      "0    278  4.405243  0.227002 -4.178241\n",
      "0    188  4.405243  0.227002 -4.178241\n",
      "0    198  4.405243  0.227002 -4.178241\n",
      "0    208  4.405243  0.227002 -4.178241\n",
      "0    218  4.405243  0.227002 -4.178241\n",
      "0    228  4.405243  0.227002 -4.178241\n",
      "SHORT       188.000000\n",
      "Returns       4.405243\n",
      "Strategy      0.227002\n",
      "Out          -4.178241\n",
      "Name: 0, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# 输出最优结果\n",
    "print(results.head(15))\n",
    "SHORT = 2\n",
    "LONG = 10\n",
    "row = results[\"Out\"].idxmax()  # 最佳值所在行\n",
    "print(results.iloc[row, :])  # 最佳短期2, 长期10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 计算连续增长\n",
    "data['Returns'] = np.log(data['AAPL.O'] / data['AAPL.O'].shift(1))\n",
    "data['SHORT'] = data['AAPL.O'].rolling(SHORT).mean()\n",
    "data['LONG'] = data['AAPL.O'].rolling(LONG).mean()    \n",
    "# 计算策略值\n",
    "data['Position'] = np.where(data['SHORT'] > data['LONG'], 1,  -1)\n",
    "data['Strategy'] = data['Position'].shift(1) * data['Returns']    \n",
    "# 去除头部的na值   \n",
    "origional = np.exp(data['Returns'].sum()) \n",
    "strategy = np.exp(data['Strategy'].sum())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画图\n",
    "data[[\"Returns\",\"Strategy\"]].cumsum().apply(np.exp).plot(figsize=(10, 6))"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "8bfad08b73d8ae58273d7e252c9e1d922058e2a21d3a8ccb2a1b9808ae54a57f"
  },
  "kernelspec": {
   "display_name": "Python 3.8.0 32-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
